Differential Geometry and Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability)

M.K. Murray; J.W. Rice

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Several years ago our statistical friends and relations introduced us to the work of Amari and Barndorff-Nielsen on applications of differential geometry to statistics. This book has arisen because we believe that there is a deep relationship between statistics and differential geometry and moreoever that this relationship uses parts of differential geometry, particularly its 'higher-order' aspects not readily accessible to a statistical audience from the existing literature. It is, in part, a long reply to the frequent requests we have had for references on differential geometry! While we have not gone beyond the path-breaking work of Amari and Barndorff­ Nielsen in the realm of applications, our book gives some new explanations of their ideas from a first principles point of view as far as geometry is concerned. In particular it seeks to explain why geometry should enter into parametric statistics, and how the theory of asymptotic expansions involves a form of higher-order differential geometry. The first chapter of the book explores exponential families as flat geometries. Indeed the whole notion of using log-likelihoods amounts to exploiting a particular form of flat space known as an affine geometry, in which straight lines and planes make sense, but lengths and angles are absent. We use these geometric ideas to introduce the notion of the second fundamental form of a family whose vanishing characterises precisely the exponential families.

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Review:

This book does an excellent job of explaining... geometrical ideas from a statistical point of view, using statistical examples as opposed to, for example, dynamical examples to illustrate the geometric concepts. It should prove most helpful in enlarging the typical statistician's working geometric vocabulary.
-Short Book Reviews of the ISI
It is particularly good on the... problem of when to use coordinates and indices, and when to use the more geometric coordinate-free methods. Examples of this are its treatments of the affine connection and of the string theory of Barndorff-Nielsen, both of which are excellent. The first of these concepts is probably the most sophisticated that has been used in statistical applications. It can be viewed in many different ways, not all of which are necessarily useful to the statistician; the approach taken in the book is both relevant and clear.
-Bulletin of London Mathematical Society

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1.Differential Geometry and Statistics

ISBN 10: 0412398605 ISBN 13: 9780412398605
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Descrizione libro 1993. HRD. Condizione libro: New. New Book. Shipped from US within 10 to 14 business days. Established seller since 2000. Codice libro della libreria VT-9780412398605

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Descrizione libro Chapman and Hall/CRC, 1993. HRD. Condizione libro: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Codice libro della libreria F9-9780412398605

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3.Differential Geometry and Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probabil

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Editore: Taylor Francis Ltd, United States (2014)
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Descrizione libro Taylor Francis Ltd, United States, 2014. Hardback. Condizione libro: New. Softcover Reprint of the Origi ed.. Language: English . This book usually ship within 10-15 business days and we will endeavor to dispatch orders quicker than this where possible. Brand New Book. Several years ago our statistical friends and relations introduced us to the work of Amari and Barndorff-Nielsen on applications of differential geometry to statistics. This book has arisen because we believe that there is a deep relationship between statistics and differential geometry and moreoever that this relationship uses parts of differential geometry, particularly its higher-order aspects not readily accessible to a statistical audience from the existing literature. It is, in part, a long reply to the frequent requests we have had for references on differential geometry! While we have not gone beyond the path-breaking work of Amari and Barndorff- Nielsen in the realm of applications, our book gives some new explanations of their ideas from a first principles point of view as far as geometry is concerned. In particular it seeks to explain why geometry should enter into parametric statistics, and how the theory of asymptotic expansions involves a form of higher-order differential geometry. The first chapter of the book explores exponential families as flat geometries. Indeed the whole notion of using log-likelihoods amounts to exploiting a particular form of flat space known as an affine geometry, in which straight lines and planes make sense, but lengths and angles are absent. We use these geometric ideas to introduce the notion of the second fundamental form of a family whose vanishing characterises precisely the exponential families. Codice libro della libreria BTE9780412398605

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5.Differential Geometry and Statistics

Editore: Chapman and Hall/CRC (2017)
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Descrizione libro Chapman and Hall/CRC, 2017. Hardback. Condizione libro: NEW. 9780412398605 This listing is a new book, a title currently in-print which we order directly and immediately from the publisher. Print on Demand title, produced to the highest standard, and there would be a delay in dispatch of around 10 working days. For all enquiries, please contact Herb Tandree Philosophy Books directly - customer service is our primary goal. Codice libro della libreria HTANDREE0246886

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Descrizione libro Chapman & Hall, 1993. Hardcover. Condizione libro: Brand New. 1st edition. 288 pages. 9.00x5.50x0.75 inches. In Stock. Codice libro della libreria __0412398605

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Descrizione libro Springer, 1993. Condizione libro: New. Codice libro della libreria TV9780412398605

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ISBN 10: 0412398605 ISBN 13: 9780412398605
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Descrizione libro 1993. Hardcover. Condizione libro: New. 1st. Hardcover. Ever since the introduction by Rao in 1945 of the Fisher information metric on a family of probability distributions there has been interest among statisticians in the applica.Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability. 292 pages. 0.540. Codice libro della libreria 9780412398605

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9.Differential Geometry and Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability)

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Descrizione libro Chapman and Hall/CRC. Hardcover. Condizione libro: New. 0412398605 New Condition. Codice libro della libreria NEW7.0145528

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